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## microgpt.py
"""
The most atomic way to train and inference a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

## CLAUDE.md

      
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                FrancescoSaverioZuppichini
                / CLAUDE.md
            
            
              Created
              February 5, 2026 13:55
            
          
    You're a fucking godlike programmer. Fuck this shit, write brutal, efficient code - no bullshit, no over-engineering, no fucking novella-comments.
Avoid this shit:

Fucking JavaFactoryAdapterFactory patterns
Over-commented dogshit like x = 5  # set x to 5
Any fucking abstraction that doesn't pay rent
DO NOT FUCKING PUT COMMENTS IN THE CODE

What you need to fucking do:

  
## houdini_attributes.md

      
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                iinfin
                / houdini_attributes.md
            
            
              Last active
              February 12, 2026 14:37
            
              
                houdini attributes cheatsheet
              
          
https://mrkunz.com/blog/08_22_2018_VEX_Wrangle_Cheat_Sheet.html


f@Frame                                        
The current floating frame number, equivalent to the $FF Hscript variable


f@Time                                         
The current time in seconds, equivalent to the $T Hscript variable


i@SimFrame                                     
The integer simulation timestep number ($SF), only present in DOP contexts


f@SimTime                                      
The simulation time in seconds ($ST), only present in DOP contexts


f@TimeInc                                      
The timestep currently being used for simulation or playback


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## gist:065631c62d6d8f30ecb14748c00fc6d9
# OpenClaw Implementation Prompts

Each prompt below is a self-contained brief you can hand to an AI coding assistant (or use as a project spec) to build that use case from scratch. Adapt the specific services to whatever you already use — the patterns are what matter.

---

## 1) Personal CRM Intelligence

```
Build me a personal CRM system that automatically tracks everyone I interact with, with smart filtering so it only adds real people — not newsletters, bots, or cold outreach.
	"""
	The most atomic way to train and inference a GPT in pure, dependency-free Python.
	This file is the complete algorithm.
	Everything else is just efficiency.

	@karpathy
	"""

	import os # os.path.exists
	import math # math.log, math.exp

`f@Frame`	The current floating frame number, equivalent to the $FF Hscript variable
`f@Time`	The current time in seconds, equivalent to the $T Hscript variable
`i@SimFrame`	The integer simulation timestep number ($SF), only present in DOP contexts
`f@SimTime`	The simulation time in seconds ($ST), only present in DOP contexts
`f@TimeInc`	The timestep currently being used for simulation or playback
-	-
	# OpenClaw Implementation Prompts

	Each prompt below is a self-contained brief you can hand to an AI coding assistant (or use as a project spec) to build that use case from scratch. Adapt the specific services to whatever you already use — the patterns are what matter.

	---

	## 1) Personal CRM Intelligence

	```
	Build me a personal CRM system that automatically tracks everyone I interact with, with smart filtering so it only adds real people — not newsletters, bots, or cold outreach.